Data: define an independent validation contract

[bozarnr]

A new search requires data that did not participate in prior formula selection.

Acceptance:

• Document source, coverage, point-in-time availability, and identifiers.
• Freeze universe, costs, execution timing, and train/validation/test windows.
• Add a reproducible data-quality and leakage check.